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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "These are Punjabis who are …" 343 comments · Page 9 of 14
Indian here, our government have been requesting Canadian government to sent these Punjabis back home. They’re not even sending back dangerous people and allowed to “seek asylum” against jail time in India. I have no …
Indian here, our government have been requesting Canadian government to sent these Punjabis back home. They’re not even sending back dangerous people and allowed to “seek asylum” against jail time in India. I have no idea why Canadian government would allow this to happen to their own country.
Identity Attack0.28883415
Insult0.0836065
Profanity0.016821137
Threat0.010110466
Severe Toxicity0.007171631
Low Tox 0.25462922 Constructive 0.602
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
- Why so many Punjabis here in Brampton? - It's like home
- Why so many Punjabis here in Brampton? - It's like home
Identity Attack0.28883415
Insult0.07967083
Profanity0.04592061
Threat0.008556974
Severe Toxicity0.009689331
Low Tox 0.25462922 Moderate Con 0.382 Personal_Narrative
Feb 22, 2026 Inside Canada's Indian Invasion...
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
Identity Attack0.23163283
Insult0.24928534
Profanity0.12035047
Threat0.02924249
Severe Toxicity0.021548226
Low Tox 0.25462922 Low Con 0.25 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That trafickers has punjabi name but why they speaking haryanvi and hindi
That trafickers has punjabi name but why they speaking haryanvi and hindi
Identity Attack0.21470967
Insult0.2435641
Profanity0.12220735
Threat0.022163315
Severe Toxicity0.015931819
Low Tox 0.2524482 Low Con 0.224 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
They already have Kalistan in Brampton and Vancouver. No Punjabi Sikh in India wants that
They already have Kalistan in Brampton and Vancouver. No Punjabi Sikh in India wants that
Identity Attack0.30103904
Insult0.0670459
Profanity0.046922635
Threat0.011405042
Severe Toxicity0.008926392
Low Tox 0.24924077 Low Con 0.29 Fear_Threat
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
I don't understand why does canadian government even give so many punjabi's visa??? colonisers getting a taste of their own medicene it seems
I don't understand why does canadian government even give so many punjabi's visa??? colonisers getting a taste of their own medicene it seems
Identity Attack0.26663736
Insult0.09563028
Profanity0.019553876
Threat0.0074436385
Severe Toxicity0.0059509277
Low Tox 0.24924077 Moderate Con 0.326 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
PUNJAB is NOT INDIA. PUNJABIS are NOT INDIANS.
PUNJAB is NOT INDIA. PUNJABIS are NOT INDIANS.
Identity Attack0.28034934
Insult0.0808917
Profanity0.045419596
Threat0.007754337
Severe Toxicity0.010604858
Low Tox 0.24282593 Low Con 0.242 Identity_Assertion
Oct 9, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
USA CIA should pay the punjabis to incite a revolution in Brampton
USA CIA should pay the punjabis to incite a revolution in Brampton
Identity Attack0.2127345
Insult0.061801232
Profanity0.07255927
Threat0.12996206
Severe Toxicity0.01302678
Low Tox 0.24282593 Low Con 0.091 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
They can’t even say the name our language Punjabi properly and you expect their outdated opinions to be credible.
They can’t even say the name our language Punjabi properly and you expect their outdated opinions to be credible.
Identity Attack0.07508347
Insult0.23237456
Profanity0.028503597
Threat0.008090926
Severe Toxicity0.0049209595
Low Tox 0.24282593 Low Con 0.225 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
people are wery friendly no racizem.... and u will make it. punjabis...
people are wery friendly no racizem.... and u will make it. punjabis...
Identity Attack0.2127345
Insult0.0720671
Profanity0.080318145
Threat0.014566151
Severe Toxicity0.012054443
Low Tox 0.23739935 Moderate Con 0.445 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjabi not belongs to India sir panjabi ll make own land in India soon
Punjabi not belongs to India sir panjabi ll make own land in India soon
Identity Attack0.28034934
Insult0.08030447
Profanity0.047173142
Threat0.036149003
Severe Toxicity0.017739398
Low Tox 0.23667802 Low Con 0.163 Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Invasion...
Guys just wanna clarify all Indians not punjabis and all brown people are from Indian they can be from srilanka ,Pakistan,Bangladesh
Guys just wanna clarify all Indians not punjabis and all brown people are from Indian they can be from srilanka ,Pakistan,Bangladesh
Identity Attack0.28883415
Insult0.11616662
Profanity0.10301965
Threat0.021127338
Severe Toxicity0.01896597
Low Tox 0.23523538 Moderate Con 0.382 Question
Mar 1, 2026 Inside Canada's Indian Invasion...
More of a Punjabi problem
More of a Punjabi problem
Identity Attack0.2783691
Insult0.08459369
Profanity0.054437835
Threat0.012440704
Severe Toxicity0.014769804
Low Tox 0.23090743 Moderate Con 0.324 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Hehe Punjabies r not dirty.Ameen they same as us Kashmiries in Uk. Bro
Hehe Punjabies r not dirty.Ameen they same as us Kashmiries in Uk. Bro
Identity Attack0.24074486
Insult0.16053712
Profanity0.12158839
Threat0.010809537
Severe Toxicity0.014447021
Low Tox 0.22846605 Moderate Con 0.482 Solidarity
Feb 9, 2026 Inside Canada's Indian Invasion...
So much ragebait. British colonization destabilized our country, cultures, and unity, leaving a power vaccum for corruption. Search up the 1947 Partition. Decades of conflict led individuals to immigrate for better opportunities. We don’t need …
So much ragebait. British colonization destabilized our country, cultures, and unity, leaving a power vaccum for corruption. Search up the 1947 Partition. Decades of conflict led individuals to immigrate for better opportunities. We don’t need someone outside from Brampton coming in to provoke our community. Especially when ya’ll will never comment on the strengths of these immigrants—some of the most hardworking people you’ll meet. E.g. how the Punjabi Sikh community raised over $2.3 million for the first hospital in Brampton. Let’s emphasize the love, brother. 🙏🏽
Identity Attack0.116281845
Insult0.10148193
Profanity0.027547138
Threat0.00933372
Severe Toxicity0.005760193
Low Tox 0.2191003 Constructive 0.756 Solidarity
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Indians are tamils from sri lanka they are dravidians the dna stems from north africa punjabis are not indian or tamils nor are they dravidians fun fact.
Indians are tamils from sri lanka they are dravidians the dna stems from north africa punjabis are not indian or tamils nor are they dravidians fun fact.
Identity Attack0.2783691
Insult0.070482984
Profanity0.0715894
Threat0.009126588
Severe Toxicity0.010223389
Low Tox 0.2191003 Moderate Con 0.307 Unverified_Claim
Feb 24, 2026 Inside Canada's Indian Invasion...
I don't see an invasion but a small town that has a lot of Punjabi migrants that are fleeing the persecution and discrimination but bring money and skills not driving skills and the majority do …
I don't see an invasion but a small town that has a lot of Punjabi migrants that are fleeing the persecution and discrimination but bring money and skills not driving skills and the majority do not want to go to US except that have family there. But the county could issue stricter rules for drivers. The town was less hectic before but having economic uncertainty. The punjabis are not known to be criminals nor lazy people not wanting to live with handy overs from the government. They are family, community and business oriented. Many other punjabis in Central Canada since long a go. They prefer Canada to US most of the times.
Identity Attack0.18546575
Insult0.12702756
Profanity0.030890211
Threat0.009074804
Severe Toxicity0.005607605
Low Tox 0.21241048 Constructive 0.772 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Dont blame the punjabi and Sikh community. Alot of heart warming people. When you have a corruption of Canada government Carney and his liberals. This what happens when government has no accountability. Canada wasn't like …
Dont blame the punjabi and Sikh community. Alot of heart warming people. When you have a corruption of Canada government Carney and his liberals. This what happens when government has no accountability. Canada wasn't like this before. Want change clean up this liberal government. Its liberal supporters that allow this.
Identity Attack0.11976352
Insult0.13064787
Profanity0.014771583
Threat0.007262398
Severe Toxicity0.0036239624
Low Tox 0.21107252 Constructive 0.565 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
🌈🧬🦄🧬🌈 The Punjabi folks are generally quite hard working and family oriented. They will mostly welcome white people as family too. It is just too many too fast though they agree.
🌈🧬🦄🧬🌈 The Punjabi folks are generally quite hard working and family oriented. They will mostly welcome white people as family too. It is just too many too fast though they agree.
Identity Attack0.25140062
Insult0.045593183
Profanity0.07676199
Threat0.010239923
Severe Toxicity0.008773804
Low Tox 0.20839658 Constructive 0.62 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Most of those "Indians" would tell you they aren't Indian but rather Punjabi (the latter being their ethnicity, whereas Indian was their former nationality).
Most of those "Indians" would tell you they aren't Indian but rather Punjabi (the latter being their ethnicity, whereas Indian was their former nationality).
Identity Attack0.28034934
Insult0.06459839
Profanity0.03915693
Threat0.00814271
Severe Toxicity0.0065231323
Low Tox 0.2043827 Moderate Con 0.395
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build …
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build and honour housing or infrastructure for the last 30 years. Of course there needs to be reforms on immigration but for the everyday person It’s way easier to blame a random brown guy for high rent than to admit the system is, and has been, broken by design. People have been moving, trading, and mixing for thousands of years.
Identity Attack0.21668483
Insult0.076819435
Profanity0.036401358
Threat0.009074804
Severe Toxicity0.005569458
Low Tox 0.2028889 Constructive 0.804
Jan 27, 2026 Inside Canada's Indian Invasion...
Stop hiding rascim behind "if only they were more Canadian." The Italians and Irish did the same thing, and were shown the same or more hate than what Punjabis receive today. The history of NA …
Stop hiding rascim behind "if only they were more Canadian." The Italians and Irish did the same thing, and were shown the same or more hate than what Punjabis receive today. The history of NA is based in immigration. The visual difference is just something else you can point at.
Identity Attack0.19495805
Insult0.075868964
Profanity0.013473531
Threat0.006770459
Severe Toxicity0.0039863586
Low Tox 0.20219094 Constructive 0.598 Moral_Argument
Oct 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The Sikh in the temple says we shouldn't worry about more Indians coming in, but tell that to his buddy's back home who are actively trying to create a Punjabi state with Sikh control. Every …
The Sikh in the temple says we shouldn't worry about more Indians coming in, but tell that to his buddy's back home who are actively trying to create a Punjabi state with Sikh control. Every one is for multiculturalism unit it happens to there home land.
Identity Attack0.25986546
Insult0.056133457
Profanity0.02030538
Threat0.009385503
Severe Toxicity0.0062561035
Low Tox 0.200795 Constructive 0.559
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.